It's not the first time the pop star has publicly acknowledged being a fan of his music. Back in August, she tweeted lyrics from his single "Hold On, We're Going Home," calling it her "new fave record, period."

The two have been seen together in recent months, following Rihanna's second breakup with Chris Brown. But when asked about the romance on "The Ellen DeGeneres Show" last month, Drake called Rihanna "a great girl" and said they had what he called their "moment."